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Determining the most effective Large Language Model for code smell detection presents a complex challenge. This study introduces a structured methodology and evaluation matrix to tackle this issue, leveraging a curated dataset of code…

Software Engineering · Computer Science 2025-04-23 Ahmed R. Sadik , Siddhata Govind

Software source code often harbours "hotspots": small portions of the code that change far more often than the rest of the project and thus concentrate maintenance activity. We mine the complete version histories of 91 evolving, actively…

Software Engineering · Computer Science 2026-02-16 Saleha Muzammil , Mughees Ur Rehman , Zoe Kotti , Diomidis Spinellis

Developers use different means to document the security concerns of their code. Because of all of these opportunities, they may forget where the information is stored, or others may not be aware of it, and leave it unmaintained for so long…

Software Engineering · Computer Science 2025-01-15 Moritz Mock , Thomas Forrer , Barbara Russo

Software quality is an important problem for technology companies, since it substantially impacts the efficiency, usefulness, and maintainability of the final product; hence, code review is a must-do activity for software developers. During…

Social and Information Networks · Computer Science 2022-10-11 Abduljaleel Al-Rubaye , Gita Sukthankar

As a result of decades of research, Windows malware detection is approached through a plethora of techniques. However, there is an ongoing mismatch between academia -- which pursues an optimal performances in terms of detection rate and low…

Cryptography and Security · Computer Science 2024-12-20 Andrea Ponte , Dmitrijs Trizna , Luca Demetrio , Battista Biggio , Ivan Tesfai Ogbu , Fabio Roli

LLMs promise to transform unit test generation from a manual burden into an automated solution. Yet, beyond metrics such as compilability or coverage, little is known about the quality of LLM-generated tests, particularly their…

Software Engineering · Computer Science 2025-11-07 Wendkûuni C. Ouédraogo , Yinghua Li , Xueqi Dang , Xunzhu Tang , Anil Koyuncu , Jacques Klein , David Lo , Tegawendé F. Bissyandé

Background: As most of the software development organizations are male-dominated, female developers encountering various negative workplace experiences reported feeling like they "do not belong". Exposures to discriminatory expletives or…

Computers and Society · Computer Science 2018-12-14 Rajshakhar Paul , Amiangshu Bosu , Kazi Zakia Sultana

The rapid adoption of foundation models (e.g., large language models) has given rise to promptware, i.e., software built using natural language prompts. Effective management of prompts, such as organization and quality assurance, is…

Software Engineering · Computer Science 2026-01-06 Hao Li , Hicham Masri , Filipe R. Cogo , Abdul Ali Bangash , Bram Adams , Ahmed E. Hassan

Building on the computer science concept of code smells, we initiate the study of law smells, i.e., patterns in legal texts that pose threats to the comprehensibility and maintainability of the law. With five intuitive law smells as running…

Information Retrieval · Computer Science 2021-10-26 Corinna Coupette , Dirk Hartung , Janis Beckedorf , Maximilian Böther , Daniel Martin Katz

Spreadsheets are the most popular end-user programming software, where formulae act like programs and also have smells. One well recognized common smell of spreadsheet formulae is nest-IF expressions, which have low readability and high…

Software Engineering · Computer Science 2017-12-29 Jie Zhang , Shi Han , Dan Hao , Lu Zhang , Dongmei Zhang

The art of finding software vulnerabilities has been covered extensively in the literature and there is a huge body of work on this topic. In contrast, the intentional insertion of exploitable, security-critical bugs has received little…

Cryptography and Security · Computer Science 2020-07-07 Jannik Pewny , Thorsten Holz

GitHub Actions is a widely used platform to automate the build and deployment of software projects through configurable workflows. As the platform's popularity grows, it also becomes a target of choice for software supply chain attacks.…

Software Engineering · Computer Science 2026-03-18 Madjda Fares , Yogya Gamage , Benoit Baudry

Developers often opt for easier but non-optimal implementation to meet deadlines or create rapid prototypes, leading to additional effort known as technical debt to improve the code later. Oftentimes, developers explicitly document the…

Software Engineering · Computer Science 2026-02-10 Ibuki Nakamura , Yutaro Kashiwa , Bin Lin , Hajimu Iida

This study presents a quantitative evaluation of the code quality and security of five prominent Large Language Models (LLMs): Claude Sonnet 4, Claude 3.7 Sonnet, GPT-4o, Llama 3.2 90B, and OpenCoder 8B. While prior research has assessed…

Software Engineering · Computer Science 2025-08-21 Abbas Sabra , Olivier Schmitt , Joseph Tyler

Many software metrics are designed to measure aspects that are believed to be related to software quality. Static software metrics, e.g., size, complexity and coupling are used in defect prediction research as well as software quality…

Software Engineering · Computer Science 2022-05-31 Alexander Trautsch , Johannes Erbel , Steffen Herbold , Jens Grabowski

Software developers create and share code online to demonstrate programming language concepts and programming tasks. Code snippets can be a useful way to explain and demonstrate a programming concept, but may not always be directly…

Software Engineering · Computer Science 2018-08-16 Eric Horton , Chris Parnin

TypeScript has rapidly become a popular language for modern web development, yet its effect on software faults remains poorly understood. This paper presents the first large-scale empirical study of bugs in real-world TypeScript projects.…

Software Engineering · Computer Science 2026-01-30 TianYi Tang , Saba Alimadadi , Nick Sumner

Large language models (LLMs) are increasingly used to generate software artifacts, such as source code, tests, and trace links. Requirements play a central role in shaping the input prompts that guide LLMs, as they are often used as part of…

Software Engineering · Computer Science 2025-01-10 Andreas Vogelsang , Alexander Korn , Giovanna Broccia , Alessio Ferrari , Jannik Fischbach , Chetan Arora

Context: Test smells are symptoms of sub-optimal design choices adopted when developing test cases. Previous studies have proved their harmfulness for test code maintainability and effectiveness. Therefore, researchers have been proposing…

Software Engineering · Computer Science 2022-08-17 Valeria Pontillo , Dario Amoroso d'Aragona , Fabiano Pecorelli , Dario Di Nucci , Filomena Ferrucci , Fabio Palomba

Issue Tracking Systems (ITSs) enable software developers and managers to collect and resolve issues collaboratively. While researchers have extensively analysed ITS data to automate or assist specific activities such as issue assignments,…

Software Engineering · Computer Science 2026-01-13 Lloyd Montgomery , Clara Lüders , Christian Rahe , Walid Maalej
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